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Temporal refinement of 3D CNN semantic segmentations on 4D time-series of undersampled tomograms using hidden Markov models

Recently, several convolutional neural networks have been proposed not only for 2D images, but also for 3D and 4D volume segmentation. Nevertheless, due to the large data size of the latter, acquiring a sufficient amount of training annotations is much more strenuous than in 2D images. For 4D time-s...

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Detalles Bibliográficos
Autores principales: Bellos, Dimitrios, Basham, Mark, Pridmore, Tony, French, Andrew P.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8640015/
https://www.ncbi.nlm.nih.gov/pubmed/34857791
http://dx.doi.org/10.1038/s41598-021-02466-x

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